Watershed Maps
- Declare aoi, extent & projection
- Download hydro data
- Download DEM
- Render 3D map
- Save output
1. AOI’s & projection
crs_master <- st_crs("epsg:4326")
aoi_site = sf::read_sf("./assets/inputs/chilwa_watershed_4326.shp") |>
st_cast() |> st_transform(crs_master)
aoi_country <- giscoR::gisco_get_countries(country = "Malawi", resolution = "3") |>
st_cast() |>
st_transform(crs_master)
# Interactive map mode: "view"
tmap::tmap_mode("view")
tmap::tm_shape(aoi_country) +
tmap::tm_borders(lwd = 1, col = "green") +
tmap::tm_shape(aoi_site) +
tmap::tm_borders(lwd = 2, col = "red")Figure 1: Interactive map showing area of interest polygons (AOI)
2. Download hydro data
url_rivers <- "https://data.hydrosheds.org/file/HydroRIVERS/HydroRIVERS_v10_shp.zip"
url_lakes <- "https://data.hydrosheds.org/file/hydrolakes/HydroLAKES_polys_v10_shp.zip"
url_watersheds <- "https://data.hydrosheds.org/file/hydrobasins/customized_with_lakes/hybas_lake_af_lev01-12_v1c.zip"
# download.file(url = url, path = getwd(), destfile = file_name)
rivers = sf::st_read("~/Repos/datasets/hydrography/HydroRIVERS_v10_shp/HydroRIVERS_v10.shp") |>
sf::st_cast() |> sf::st_transform(crs_master)
lakes = sf::st_read("~/Repos/datasets/hydrography/HydroLAKES_polys_v10_shp/HydroLAKES_polys_v10.shp") |>
sf::st_cast() |> sf::st_transform(crs_master)
watershed = sf::st_read("~/Repos/datasets/hydrography/hybas_lake_af_lev01-12_v1c/hybas_lake_af_lev04_v1c.shp") |>
sf::st_cast() |> sf::st_transform(crs_master)
rivers_country = sf::st_intersection(rivers, aoi_country)
rivers_site = sf::st_intersection(rivers, aoi_site)
lakes_country = sf::st_intersection(lakes, aoi_country)
lakes_site = sf::st_intersection(lakes, aoi_site)
watershed_country = sf::st_intersection(watershed, aoi_country)
watershed_site = sf::st_intersection(watershed, aoi_site)
# reproject if NAs outputed, caution of long processing time
# watersheds <- terra::project(watersheds, crs(aoi_site))
# save extracted layers for faster runtime
sf::st_write(rivers_country, "./assets/inputs/rivers_country.shp")
sf::st_write(rivers_site, "./assets/inputs/rivers_site.shp")
sf::st_write(lakes_country, "./assets/inputs/lakes_country.shp")
sf::st_write(lakes_site, "./assets/inputs/lakes_site.shp")
sf::st_write(watershed_country, "./assets/inputs/watershed_country.shp")
sf::st_write(watershed_site, "./assets/inputs/watershed_site.shp")
tmap::tm_shape(rivers_site) + tm_lines(col = "steelblue") +
tmap::tm_shape(lakes_site) + tm_fill ("steelblue") +
tmap::tm_shape(watershed_site) + tm_borders(col = "red", lwd=1)Figure 2: Interactive map showing extracted hydrographic layers
3. Download DEM
dem_site = elevatr::get_elev_raster(
locations = watershed_site,
z = 10, clip = "locations")
dem_site = dem_site |>
terra::rast() |>
terra::project(crs(watershed_site))
names(dem_site)[1] <- "Elevation (m asl)"
tmap::tm_shape(dem_site) +
tm_raster(col.scale = tm_scale_continuous(values = terrain.colors(9))) +
tmap::tm_shape(rivers_site) + tm_lines(col = "steelblue") +
tmap::tm_shape(lakes_site) + tm_fill ("steelblue") +
tmap::tm_shape(watershed_site) + tm_borders(col = "red", lwd=1)
Figure 3: Interactive map showing digital elevation model and hydrographic layers
4. Build 3D map
rivers_strahler = rivers_site |>
dplyr::mutate(
width = as.numeric(
ORD_FLOW
),
width = dplyr::case_when(
width == 3 ~ 16,
width == 4 ~ 14,
width == 5 ~ 12,
width == 6 ~ 10,
width == 7 ~ 6,
TRUE ~ 0
)
) |>
sf::st_as_sf() |>
sf::st_transform(crs = "epsg:4326")
h <- nrow(dem_site)
w <- ncol(dem_site)
dem_matrix = rayshader::raster_to_matrix(dem_site)
dem_matrix |>
rayshader:: height_shade() |>
rayshader::add_overlay(
rayshader::generate_line_overlay(
geometry = rivers_strahler,
extent = dem_site,
heightmap = dem_matrix,
color = "#387B9C",
linewidth = rivers_strahler$width,
data_column_width = "width"
), alphalayer = 1
) |>
rayshader::add_overlay(
rayshader::generate_line_overlay(
geometry = lakes_site,
extent = dem_site,
heightmap = dem_matrix,
color = "#387B9C"
), alphalayer = 1
) |>
rayshader::plot_3d(
dem_matrix,
zscale = 14,
solid = T,
shadow = T,
shadow_darkness = 2,
background = "white",
windowsize = c(600, 600),
zoom = 0.6,
phi = 40,
theta = 0
)5. Render 3D map
rayshader::render_highquality(
preview = T,
light = F,
lightdirection = c(135, 45),
lightcolor = c("white"),
lightaltitude = 25,
ambient_light = 0.1,
rotate_env = 0.4,
intensity_env = 0.85,
interactive = F,
parallel = T,
width = w,
height = h,
backgroundhigh="#FFFFFF",
backgroundlow="#FFFFFF"
)
devtools::session_info()─ Session info ───────────────────────────────────────────────────────────────
setting value
version R version 4.4.2 Patched (2024-11-18 r87347)
os macOS Sequoia 15.1.1
system aarch64, darwin20
ui X11
language (EN)
collate en_US.UTF-8
ctype en_US.UTF-8
tz America/Vancouver
date 2024-11-27
pandoc 3.5 @ /usr/local/bin/ (via rmarkdown)
─ Packages ───────────────────────────────────────────────────────────────────
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sf * 1.0-19 2024-11-05 [1] CRAN (R 4.4.1)
shiny 1.9.1 2024-08-01 [1] CRAN (R 4.4.0)
shinyjs 2.1.0 2021-12-23 [1] CRAN (R 4.4.0)
sits * 1.5.1 2024-08-19 [1] CRAN (R 4.4.1)
slippymath 0.3.1 2019-06-28 [1] CRAN (R 4.4.0)
sp * 2.1-4 2024-04-30 [1] CRAN (R 4.4.0)
spacesXYZ 1.3-0 2024-01-23 [1] CRAN (R 4.4.0)
spData * 2.3.3 2024-09-02 [1] CRAN (R 4.4.1)
spdep * 1.3-6 2024-09-13 [1] CRAN (R 4.4.1)
stars * 0.6-7 2024-11-07 [1] CRAN (R 4.4.1)
StempCens 1.1.0 2020-10-21 [1] CRAN (R 4.4.0)
stringi 1.8.4 2024-05-06 [1] CRAN (R 4.4.0)
stringr * 1.5.1 2023-11-14 [1] CRAN (R 4.4.0)
supercells * 1.0.0 2024-02-11 [1] CRAN (R 4.4.0)
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tensorA 0.36.2.1 2023-12-13 [1] CRAN (R 4.4.0)
terra * 1.7-78 2024-05-22 [1] CRAN (R 4.4.0)
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testthat * 3.2.1.1 2024-04-14 [1] CRAN (R 4.4.0)
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tidyr * 1.3.1 2024-01-24 [1] CRAN (R 4.4.0)
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urlchecker 1.0.1 2021-11-30 [1] CRAN (R 4.4.0)
usethis 3.0.0 2024-07-29 [1] CRAN (R 4.4.0)
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viridis 0.6.5 2024-01-29 [1] CRAN (R 4.4.0)
viridisLite 0.4.2 2023-05-02 [1] CRAN (R 4.4.0)
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withr 3.0.2 2024-10-28 [1] CRAN (R 4.4.1)
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zoo * 1.8-12 2023-04-13 [1] CRAN (R 4.4.0)
[1] /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library
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